{"id":1654263,"date":"2025-12-31T13:30:16","date_gmt":"2025-12-31T04:30:16","guid":{"rendered":"https:\/\/www.hanwhavision.com\/technology\/object-detection-classification-2\/"},"modified":"2025-12-31T13:30:16","modified_gmt":"2025-12-31T04:30:16","slug":"object-detection-classification","status":"publish","type":"hws_tech","link":"https:\/\/www.hanwhavision.com\/ar\/technology\/object-detection-classification\/","title":{"rendered":"Object Detection &#038; Classification"},"content":{"rendered":"\n<!-- HERO FULL BLOCK -->\n<section class=\"section-hero-full \" >\n\t\t<div class=\"hero-full-block \">\n\t\t\t\t<div class=\"media-cell \">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-hero-7.png\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t<\/div>\n\t\t<div class=\"content-cell\">\n\t\t\t<div class=\"wrapper\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<div class=\"content-wrap\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"title\">Object Detection &#038; Classification<\/h1>\n\t\t\t\t\t\t\n                                                \n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">From Clear Images to Accurate Identification<\/h2>\n\n\n\n<p class=\"has-text-align-center\"><span class=\"hwFont\">Hanwha Vision<\/span>\u2019s Object Detection and Classification technology accurately detects and classifies a wide range of objects <br>including people, vehicles, faces, and license plates \u2014 from clean, high-quality video in real time.<br>Built on clear image inputs and advanced AI recognition, it not only identifies objects precisely, but also extracts rich attribute data <br>such as clothing color, vehicle type, and plate information, transforming video into structured, intelligent data.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<!-- FEATURE BLOCK: Standard ( with icon, with related products  ) -->\n<section class=\"section-feature \" >\n    <div class=\"wrapper\">\n        <div class=\"container\">\n                        <div class=\"feature-block _reversed align-middle\">\n                <div class=\"media-cell\">\n                    <div class=\"content-wrap\">\n                        <div class=\"media-container ratio-16by9 \" >                             <img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-01-6-1200x675.png\" class=\"media \" alt=\"\" loading=\"lazy\" \/>\n                                                    <\/div>\n                    <\/div>\n                <\/div>\n                <div class=\"content-cell\">\n                    <div class=\"content-wrap\">\n                                                \n                                                \n                                                                        <h2 class=\"title\">When Objects Stay Anonymous<\/h2>\n                        \n                                                                        <div class=\"richtext-container\">\n                            <p>Surveillance cameras capture countless people and vehicles every day. But without intelligent classification, they remain just moving shapes, even when image quality is high.<\/p>\n<p>Operators can see activity, yet struggle to determine who is involved, what type of vehicle passed by, or which attributes matter for investigation. Without object-level understanding, identifying suspects, tracing vehicles, or filtering events by appearance becomes slow, manual, and unreliable.<\/p>\n                        <\/div>\n                        \n                                                                                                    \n                        \n                        \n                        \n                                            <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n\n\n<!-- FEATURE BENEFITS ICON BLOCK -->\n<section class=\"section-feature-benefit-icon  bg-light-grey\" >\n\t<div class=\"wrapper\">\n\t\t<div class=\"container\">\n\t\t\t<div class=\"module-block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"title-cell\">\n\t\t\t\t\t<div class=\"content-wrap\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"p-label color-orange\">OBJECT DETECTION AND CLASSIFICATION<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<h2 class=\"title\">Smarter Detection, Faster Decisions<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"body richtext-container\">\n\t\t\t\t\t\t\t<p>Object Detection &amp; Classification adds true intelligence to video by turning clear visual input into precise object-level understanding and delivering that information as searchable data in the VMS.<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"content-cell\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"icon-benefits-block column-3\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"cell \">\n\t\t\t\t\t\t\t<div class=\"icon-benefit-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"benefit-image iconed\">\n\t\t\t\t\t\t\t\t\t<div class=\"media-container ratio-1by1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/icon-1-3.png\" class=\"media fit-cover\" alt=\"\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"benefit-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5 class=\"title\">Accurate detection from clean images<\/h6>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"richtext-container\">\n\t\t\t\t\t\t\t\t\t\t<p>Reliably identify people, vehicles, faces, and license plates from high-quality video<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"cell \">\n\t\t\t\t\t\t\t<div class=\"icon-benefit-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"benefit-image iconed\">\n\t\t\t\t\t\t\t\t\t<div class=\"media-container ratio-1by1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/icon-2-5.png\" class=\"media fit-cover\" alt=\"\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"benefit-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5 class=\"title\">Attribute-level classification<\/h6>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"richtext-container\">\n\t\t\t\t\t\t\t\t\t\t<p>Automatically extract details such as clothing color and vehicle color\/type<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"cell \">\n\t\t\t\t\t\t\t<div class=\"icon-benefit-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"benefit-image iconed\">\n\t\t\t\t\t\t\t\t\t<div class=\"media-container ratio-1by1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/icon-3-5.png\" class=\"media fit-cover\" alt=\"\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"benefit-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h5 class=\"title\">Faster search, smarter investigation<\/h6>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"richtext-container\">\n\t\t\t\t\t\t\t\t\t\t<p>Use object and attribute metadata to locate events instantly without manual footage review<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n<!-- FEATURE BLOCK: Standard ( with icon, with related products  ) -->\n<section class=\"section-feature \" >\n    <div class=\"wrapper\">\n        <div class=\"container\">\n                        <div class=\"feature-block reversed align-middle\">\n                <div class=\"media-cell\">\n                    <div class=\"content-wrap\">\n                        <div class=\"media-container ratio-16by9 \" >                             <img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-02-4.png\" class=\"media \" alt=\"\" loading=\"lazy\" \/>\n                                                    <\/div>\n                    <\/div>\n                <\/div>\n                <div class=\"content-cell\">\n                    <div class=\"content-wrap\">\n                                                \n                                                \n                                                \n                                                                        <div class=\"richtext-container\">\n                            <p>AI-based video analytics continuously analyzes incoming video frames to detect people, vehicles, faces, and license plates in real time. Once detected, each object is further processed through advanced classification models that extract detailed attributes such as top and bottom clothing color, vehicle color and type, and plate information.<\/p>\n<p>These detected objects and their attributes are automatically converted into searchable metadata and delivered to the VMS. This enables fast filtering, event tracking, and forensic investigation \u2014 without the need for time-consuming manual review.<\/p>\n                        <\/div>\n                        \n                                                                                                    \n                        \n                        \n                        \n                                            <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n\n\n<!-- FEATURE BLOCK: Standard ( with icon, with related products  ) -->\n<section class=\"section-feature \" >\n    <div class=\"wrapper\">\n        <div class=\"container\">\n                        <div class=\"feature-block _reversed align-middle\">\n                <div class=\"media-cell\">\n                    <div class=\"content-wrap\">\n                        <div class=\"media-container ratio-16by9 \" >                             <img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-03.gif\" class=\"media \" alt=\"\" loading=\"lazy\" \/>\n                                                    <\/div>\n                    <\/div>\n                <\/div>\n                <div class=\"content-cell\">\n                    <div class=\"content-wrap\">\n                                                \n                                                \n                                                \n                                                                        <div class=\"richtext-container\">\n                            <p>By combining real-time detection, precise classification, and metadata-based search, Object Detection &amp; Classification transforms raw video into structured, actionable intelligence.<\/p>\n                        <\/div>\n                        \n                                                                                                    \n                        \n                        \n                        \n                                            <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n\n\n<!-- FEATURE BENEFITS ICON BLOCK -->\n<section class=\"section-feature-benefit-icon  bg-light-grey\" id=\"Section-Resource\">\n\t<div class=\"wrapper\">\n\t\t<div class=\"container\">\n\t\t\t<div class=\"module-block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"title-cell\">\n\t\t\t\t\t<div class=\"content-wrap\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<h2 class=\"title\">Related Resource<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"content-cell\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"icon-benefits-block column-3\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"cell \">\n\t\t\t\t\t\t\t<div class=\"icon-benefit-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"benefit-image \">\n\t\t\t\t\t\t\t\t\t<div class=\"media-container ratio-8by5\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-04-01-2-600x355.png\" class=\"media fit-cover\" alt=\"\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"benefit-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"richtext-container\">\n\t\t\t\t\t\t\t\t\t\t<p style=\"color: #f4731f;\">Feature Article<\/p>\n<h5>Forget the Passive CCTV of the Past<\/h5>\n<a href=\"..\/..\/news-center\/1650976\/\" class=\"btn\"  target=\"_blank\">Learn more <span class=\"icon-font icon-arrow-right\"><\/span><\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"cell \">\n\t\t\t\t\t\t\t<div class=\"icon-benefit-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"benefit-image \">\n\t\t\t\t\t\t\t\t\t<div class=\"media-container ratio-8by5\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/12\/img-06-03-1.png\" class=\"media fit-cover\" alt=\"\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"benefit-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"richtext-container\">\n\t\t\t\t\t\t\t\t\t\t<p style=\"color: #f4731f;\">White Paper<\/p>\n<h5>Edge AI Camera<\/h5>\n<a href=\"https:\/\/www.hanwhavision.com\/wp-content\/uploads\/2025\/11\/White-Paper_Hanwha-Vision-Edge-AI-Cameras.pdf\" class=\"btn\"  target=\"_blank\">Learn more <span class=\"icon-font icon-arrow-right\"><\/span><\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n","protected":false},"featured_media":0,"template":"","acf":[],"_links":{"self":[{"href":"https:\/\/www.hanwhavision.com\/ar\/wp-json\/wp\/v2\/hws_tech\/1654263"}],"collection":[{"href":"https:\/\/www.hanwhavision.com\/ar\/wp-json\/wp\/v2\/hws_tech"}],"about":[{"href":"https:\/\/www.hanwhavision.com\/ar\/wp-json\/wp\/v2\/types\/hws_tech"}],"version-history":[{"count":0,"href":"https:\/\/www.hanwhavision.com\/ar\/wp-json\/wp\/v2\/hws_tech\/1654263\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.hanwhavision.com\/ar\/wp-json\/wp\/v2\/media?parent=1654263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}